Page 279 - Cyber Defense eMagazine September 2025

- Automated PII detection in training data

Governance

- Model Cards for documentation and lineage
- Role Manager for access control
- Clarify for bias detection
- Advanced model explainability features

Key security integrations we commonly implement:

Access Management

- SageMaker Role Manager
- Fine-grained IAM controls
- Resource-level permissions
- Cross-account model sharing controls

Monitoring Capabilities

- Model Monitor for drift detection
- Automated endpoint monitoring
- AI-specific threat detection
- Real-time security alerts

Network Controls

- VPC support
- Private endpoints
- Network isolation
- Enhanced traffic monitoring

Governance Features

- Model Cards
- Lineage tracking
- Audit capabilities
- Compliance reporting

These controls have proven particularly valuable in regulated industries where model governance is
critical.

3. Amazon Q

Amazon Q being a generative AI-powered assistant provides conversational business intelligence,
enabling organizations to have natural language interactions with their data and systems while

Cyber Defense eMagazine – September 2025 Edition 279
Copyright © 2025, Cyber Defense Magazine. All rights reserved worldwide.